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Yang Y, Zheng B, Li Y, Li Y, Ma X. Computer-aided diagnostic models to classify lymph node metastasis and lymphoma involvement in enlarged cervical lymph nodes using PET/CT. Med Phys 2023; 50:152-162. [PMID: 35925871 DOI: 10.1002/mp.15901] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 07/20/2022] [Accepted: 07/21/2022] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND It is a clinical problem to identify histological component in enlarged cervical lymph nodes, particularly in differentiation between lymph node metastasis and lymphoma involvement. PURPOSE To construct two kinds of deep learning (DL)-based computer-aided diagnosis (CAD) systems including DL-convolutional neural networks (DL-CNN) and DL-machine learning for pathological diagnosis of cervical lymph nodes by positron emission tomography (PET)/computed tomography (CT) images. METHODS We collected CT, PET, and PET/CT images series from 165 patients with enlarged cervical lymph nodes receiving examinations from January 2014 to June 2018. Six CNNs pretrained on ImageNet as DL architectures were used for two kinds of DL-based CAD models, including DL-CNN and DL-machine learning models. The DL-CNN models were constructed via transfer learning for classification of lymphomatous and metastatic lymph nodes. The DL-machine learning models were developed by DL-based features extractors and support vector machine (SVM) classifier. As for DL-SVM models, we also evaluate the effect of handcrafted radiomics features in combination of DL-based features. RESULTS The DL-CNN model with ResNet50 architecture on PET/CT images had the best diagnostic performance among all six algorithms with an area under the receiver operating characteristic curve (AUC) of 0.845 and accuracy of 78.13% in the testing cohort. The DL-SVM model on ResNet50 extractor showed great performance for the testing cohort with an AUC of 0.901, accuracy of 86.96%, sensitivity of 76.09%, and specificity of 94.20%. The combination of DL-based and handcrafted features yielded the improvement of diagnostic performance. CONCLUSIONS Our DL-based CAD systems on PET/CT images were developed for classifying metastatic and lymphomatous involvement with favorable diagnostic performance in enlarged cervical lymph nodes. Further clinical practice of our systems may improve quality of the following therapeutic interventions and optimize patients' outcomes.
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Affiliation(s)
- Yuhan Yang
- West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Bo Zheng
- West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yueyi Li
- Department of Biotherapy and Cancer Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yuan Li
- West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xuelei Ma
- Department of Biotherapy and Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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Çolak M, Eravcı FC, Karakurt SE, Karakuş MF, İkincioğulları A, Özcan KM. The Predictive Value of Neutrophil-to-Lymphocyte Ratio for Hodgkin's Lymphoma Diagnosis in Patients with Asymptomatic Cervical Lymphadenopathy. Indian J Otolaryngol Head Neck Surg 2019; 71:986-991. [PMID: 31742107 DOI: 10.1007/s12070-019-01676-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 05/27/2019] [Indexed: 12/31/2022] Open
Abstract
In patients with asymptomatic cervical lymphadenopathy, the physician often has to choose between evaluation via follow-up or open biopsy. Follow-up evaluation may lead to a delayed diagnosis of lymphoma, while an open biopsy is associated with surgical risks and costs. This dilemma can be avoided using predictive parameters. In the present study, we aimed to investigate whether neutrophil-to-lymphocyte ratio (NLR), a parameter which can be assessed quickly with ease and at low cost, has predictive value for Hodgkin's lymphoma diagnosis in patients with asymptomatic cervical lymphadenopathy. A total of 46 patients with asymptomatic cervical lymphadenopathy who underwent open biopsy were included in the study. Based on the biopsy results, the patients were divided into two groups, Hodgkin lymphoma (26 patients) and reactive lymphadenopathy (20 patients). The mean NLR in the groups was calculated and compared based on the results of complete blood count performed before biopsy. We found that mean NLR (P = 0.022) and mean neutrophil count (P = 0.046) were higher and mean lymphocyte count was lower (P = 0.054) in patients with Hodgkin's lymphoma compared to those in patients with reactive lymphadenopathy. Our results indicate that a high NLR may have predictive value for Hodgkin's lymphoma diagnosis in patients with asymptomatic cervical lymphadenopathy.
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Affiliation(s)
- Mustafa Çolak
- Department of Otorhinolaryngology, Health Sciences University, Ankara Numune Training and Research Hospital, Talatpaşa Blv. No: 44, 06230 Ankara, Turkey
| | - Fakih Cihat Eravcı
- Department of Otorhinolaryngology, Health Sciences University, Ankara Numune Training and Research Hospital, Talatpaşa Blv. No: 44, 06230 Ankara, Turkey
| | - Süleyman Emre Karakurt
- Department of Otorhinolaryngology, Health Sciences University, Ankara Numune Training and Research Hospital, Talatpaşa Blv. No: 44, 06230 Ankara, Turkey
| | - Mehmet Fatih Karakuş
- Department of Otorhinolaryngology, Health Sciences University, Ankara Numune Training and Research Hospital, Talatpaşa Blv. No: 44, 06230 Ankara, Turkey
| | - Aykut İkincioğulları
- Department of Otorhinolaryngology, Health Sciences University, Ankara Numune Training and Research Hospital, Talatpaşa Blv. No: 44, 06230 Ankara, Turkey
| | - Kürşat Murat Özcan
- Department of Otorhinolaryngology, Health Sciences University, Ankara Numune Training and Research Hospital, Talatpaşa Blv. No: 44, 06230 Ankara, Turkey
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Campanelli M, Cabry F, Marasca R, Gelmini R. Peripheral lymphadenopathy: role of excisional biopsy in differential diagnosis based on a five-year experience. MINERVA CHIR 2019; 74:218-223. [DOI: 10.23736/s0026-4733.18.07752-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Akkina SR, Kim RY, Stucken CL, Pynnonen MA, Bradford CR. The current practice of open neck mass biopsy in the diagnosis of head and neck cancer: A retrospective cohort study. Laryngoscope Investig Otolaryngol 2019; 4:57-61. [PMID: 30847391 PMCID: PMC6383295 DOI: 10.1002/lio2.240] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Revised: 11/08/2018] [Accepted: 11/29/2018] [Indexed: 11/08/2022] Open
Abstract
Objective To characterize current use of open neck mass biopsy for diagnosis of squamous cell carcinoma in patients presenting with a neck mass. Methods Using the University of Michigan Specialized Program of Research Excellence in Head and Neck Cancer patient database (2008-2014), we reviewed patients' referral documentation to identify those who received open neck mass biopsies as part of their squamous cell carcinoma diagnosis. We compared subsequent treatment between patients who did and did not receive an open neck mass biopsy. Results Of 940 patients, 50 patients had received open neck mass biopsy leading to squamous cell carcinoma diagnosis. Only 19 of 50 patients (38%) had undergone fine-needle aspiration prior to open neck mass biopsy. There were no statistically significant differences in treatment or outcomes between patients who did and those who did not receive open neck mass biopsy. Conclusion Optimal care for patients who present with a neck mass is fine-needle aspiration. Unfortunately, these data show that many patients undergo open neck mass biopsy for diagnosis, often without prior fine-needle aspirate. Compared to fine-needle aspiration, open biopsy incurs additional risks of general anesthesia and greater surgical risks. While our data did not find statistically significant differences between treatment offered and outcomes, this small study was not expected to demonstrate a difference in outcomes. Further work is needed to promote the utility of fine-needle aspiration for diagnosis of neck mass and to discourage use of open neck mass biopsy as a primary diagnostic intervention. Level of Evidence 2c (Outcomes Research).
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Affiliation(s)
- Sarah R Akkina
- Department of Otolaryngology-Head and Neck Surgery University of Washington Seattle Washington
| | - Roderick Y Kim
- the Section of Oral and Maxillofacial Surgery University of Michigan Health System Ann Arbor Michigan
| | - Chaz L Stucken
- Department of Surgery; and the Department of Otolaryngology-Head and Neck Surgery University of Michigan Health System Ann Arbor Michigan
| | - Melissa A Pynnonen
- Department of Surgery; and the Department of Otolaryngology-Head and Neck Surgery University of Michigan Health System Ann Arbor Michigan
| | - Carol R Bradford
- Department of Surgery; and the Department of Otolaryngology-Head and Neck Surgery University of Michigan Health System Ann Arbor Michigan
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Lumachi F, Fassina A, Tozzoli R, Tregnaghi A, Basso SMM, Ermani M. Image-guided fine-needle aspiration cytology and flow cytometry phenotyping of neck lymphadenopathy for the diagnosis of recurrent lymphoma. Clin Otolaryngol 2017; 42:668-672. [PMID: 27882691 DOI: 10.1111/coa.12797] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/20/2016] [Indexed: 11/29/2022]
Abstract
OBJECTIVE In patients with a history of lymphoma, each lymphadenopathy should be carefully evaluated. The aims of this study were to evaluate (i) the usefulness of high-resolution ultrasonography (US), US-guided fine-needle aspiration cytology (FNAC) and flow cytometry phenotyping (FCP) together in the diagnosis of recurrent lymphoma and (ii) whether these tools were independent predictors of correct results. DESIGN Retrospective cohort study with stepwise forward logistic regression analysis of results. SETTING Tertiary referral centre. PARTICIPANTS A total of 151 patients with a history of lymphoma who developed a cervical mass during follow-up. METHODS On neck US, a lymphadenopathy was shown in 129 (85.4%) patients (median age 57 years, range 18-78 years), and US-guided FNAC combined with FCP were immediately performed. All patients had surgical excision and subsequent histological examination of the enlarged node(s), to establish lymphoma subclassification. RESULTS Final histology confirmed recurrence in 82 (63.6%) patients. According to the logistic regression analysis, FNAC and FCP were independent predictors of correct results (P = 0.009 and 0.028, respectively) and did not interfere with each other. The sensitivity, specificity and accuracy of the combination of all of the tools were 98.8%, 100% and 99.2%, respectively, and the area under the receiver operating characteristic curve was 0.902 (95% CI: 0.797-0.986). CONCLUSION This minimally invasive procedure is easily performed and should be recommended for all patients with cervical lymphadenopathy and a history of lymphoma, avoiding the need of core-biopsy or surgical excision if recurrence was excluded.
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Affiliation(s)
- F Lumachi
- Department of Surgery, Oncology and Gastroenterology, School of Medicine, University of Padua, Padova, Italy
| | - A Fassina
- 2nd Pathology and Cytopathology Unit, Department of Medicine, School of Medicine, University of Padua, Padova, Italy
| | - R Tozzoli
- Clinical Pathology Laboratory, Department of Laboratory Medicine, S. Maria degli Angeli Hospital, Pordenone, Italy
| | - A Tregnaghi
- Radiology Service, Madonna della Navicella Hospital, Chioggia, VE, Italy
| | - S M M Basso
- Department of Surgery, General Surgery, S. Maria degli Angeli Hospital, Pordenone, Italy
| | - M Ermani
- Statistic and Informatics Unit, Department of Neurosciences, School of Medicine, University of Padua, Padova, Italy
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The Sonographic Features of an Oral Lymphoma. J Craniofac Surg 2016; 27:e275-6. [PMID: 27159870 DOI: 10.1097/scs.0000000000002513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
The gastrointestinal tract is the most commonly involved extranodal site in non-Hodgkin lymphomas (NHL). Oral cavity as primary site constitutes only 2% of all extranodal non-Hodgkin lymphomas. The oral buccal mucosa involvement by lymphoma is very rare. Here, the authors report a case of primary mucosa-associated lymphoid tissue lymphoma of the oral mucosa. The sonographic features of the mass are described in depth.
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Tirelli G, Cova MA, Zanconati F, Makuc E, Bonazza D, Tofanelli M, Di Lenarda R, Gardenal N. Charcoal suspension tattoo: new tool for the localization of malignant laterocervical lymph nodes. Eur Arch Otorhinolaryngol 2016; 273:3973-3978. [PMID: 27142619 DOI: 10.1007/s00405-016-4075-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Accepted: 04/27/2016] [Indexed: 02/03/2023]
Abstract
We present a retrospective study to evaluate safety and effectiveness of ultrasound (US)-guided tattooing with charcoal of suspicious laterocervical lymph nodes. When an open biopsy of a laterocervical lymph node is needed, the choice of the lymph node to excise and examine is fundamental to avoid rebiopsy. Surgeons tend to choose the most surgical approachable enlarged lymph node that does not always correspond to the one with worst echographic aspect. We present 16 cases of patients with laterocervical adenopathy with inconclusive or non-adequate results at fine needle aspiration cytology addressed to open biopsy. Those patients underwent US-guided preoperative injection of a charcoal suspension inside the lymph node to excise to mark it, and then excisional biopsy was performed. Sixteen marked lesions (100 %) were detected intraoperatively and dissected. The injected charcoal was detected intraoperatively in all cases. In 14 patients (87, 5 %) it was inside the lesion; in two cases (12, 5 %), the charcoal suspension was found in the tissues above the lesion. The procedure was well tolerated in all cases. No major procedure-related complications were encountered. US-guided charcoal tattooing is a new, safe, well-tolerated, and easy-to-perform technique for the marking of US suspicious laterocervical lymph nodes. This preliminary study shows a high technical success rate (76 %) and high percentage of intraoperative detection of marked lesions (100 %) with a low rate of complications.
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Affiliation(s)
- Giancarlo Tirelli
- Department of Otorhinolaryngology and Head and Neck Surgery, Cattinara Hospital, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy.
| | - M A Cova
- Department of Radiology, University of Trieste, Trieste, Italy
| | - F Zanconati
- Clinical Unit of Pathological Anatomy and Histology, Department of Medical Science, University of Trieste, Trieste, Italy
| | - E Makuc
- Department of Radiology, University of Trieste, Trieste, Italy
| | - D Bonazza
- Clinical Unit of Pathological Anatomy and Histology, Department of Medical Science, University of Trieste, Trieste, Italy
| | - M Tofanelli
- Department of Otorhinolaryngology and Head and Neck Surgery, Cattinara Hospital, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
| | - R Di Lenarda
- Division of Oral Medicine and Pathology, University of Trieste, Trieste, Italy
| | - N Gardenal
- Department of Otorhinolaryngology and Head and Neck Surgery, Cattinara Hospital, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
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Tsuji T, Satoh K, Nakano H, Nishide Y, Uemura Y, Tanaka S, Kogo M. Predictors of the necessity for lymph node biopsy of cervical lymphadenopathy. J Craniomaxillofac Surg 2015; 43:2200-4. [DOI: 10.1016/j.jcms.2015.09.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2015] [Revised: 07/07/2015] [Accepted: 09/25/2015] [Indexed: 01/26/2023] Open
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Okumura Y, Nomura K, Kikuchi T, Suzuki T, Hidaka H, Ogawa T, Katori Y. Clinical factors indicating the presence of malignant lymphoma before lymph node dissection. Acta Otolaryngol 2015; 135:513-8. [PMID: 25719957 DOI: 10.3109/00016489.2014.993088] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
CONCLUSION Lymph node swelling in the neck is one of the initial symptoms of malignant lymphoma (ML). The present study showed that clinical factors including higher age, higher level of maximum standardized uptake value (SUV-max) of positron-emission tomography, elevated serum lactate dehydrogenase (LDH), and elevated serum soluble interleukin-2 receptor (sIL-2R) were all useful indicators to suggest the diagnosis of ML, so may be helpful in the selection of patients for lymph node dissection. OBJECTIVE Lymph node dissection is essential for the diagnosis of ML. The factors important for the diagnosis of ML were investigated, to establish surgical indicators. METHODS Preoperative data including age, number and side of lymph nodes, SUV-max, serum LDH, serum sIL-2R, and size of lymph nodes were obtained from medical records. The cut-off level for each factor was calculated using the Youden Index for logistic regression analysis. RESULTS Multivariate logistic regression analysis showed that the following factors were associated with ML: higher age (≥ 53 years), higher level of SUV-max (≥ 9.0), elevated serum LDH (≥ 203 U/L), elevated serum sIL-2R (≥ 2590 U/ml), with odds ratios of 3.7, 4.9, 3.7, and 11.9, respectively.
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Affiliation(s)
- Yuri Okumura
- Department of Otolaryngology-Head and Neck Surgery, Tohoku University Graduate School of Medicine , Sendai, Miyagi , Japan
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Clinical value of fine needle aspiration cytology in pediatric cervical lymphadenopathy patients under 12-years-of-age. Int J Pediatr Otorhinolaryngol 2014; 78:79-81. [PMID: 24290307 DOI: 10.1016/j.ijporl.2013.10.054] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2013] [Revised: 10/17/2013] [Accepted: 10/19/2013] [Indexed: 12/30/2022]
Abstract
OBJECTIVE The purpose of this study was to evaluate the usefulness and accuracy of fine needle aspiration cytology (FNAC) in the diagnosis of pediatric cervical lymphadenopathy in patients under 12-years-of-age. METHODS A retrospective chart review was performed to evaluate patients under 12-years-of-age with cervical lymphadenopathy who underwent lymph node excision biopsy from January 2007 to June 2013. The results of FNAC were compared them with the corresponding histopathological diagnosis. RESULTS Eighteen of the 27 patients had undergone FNAC before performing excision biopsy, which diagnosed benign diseases in 15 patients and malignant diseases in three patients. All 18 patients underwent excision biopsy. FNAC had a diagnostic sensitivity of 100%, positive-predictive value of 93.3%, and accuracy of 94.5% for diagnosing pediatric cervical lymphadenopathy. CONCLUSIONS FNAC is a useful and accurate adjunct for the evaluation of pediatric cervical lymphadenopathy. FNAC should be part of the initial evaluation of pediatric patients with cervical lymphadenopathy before determining the treatment plan.
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Orita Y, Sato Y, Kimura N, Marunaka H, Tachibana T, Yamashita Y, Hanakawa H, Yoshino T, Nishizaki K. Characteristic ultrasound features of mucosa-associated lymphoid tissue lymphoma of the salivary and thyroid gland. Acta Otolaryngol 2014; 134:93-9. [PMID: 24256049 DOI: 10.3109/00016489.2013.831994] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
CONCLUSION The characteristic ultrasound appearance of mucosa-associated lymphoid tissue (MALT) lymphoma of the head and neck provides diagnostic information regarding masses or swellings in the head and neck region. OBJECTIVES There are only a few reports about ultrasound features of malignant lymphoma (ML) of the head and neck. We have noticed that the ultrasound appearances of cases with MALT lymphoma resembled each other even when the appearances of other images like computed tomography were absolutely different. The objective of this study was to delineate the reliability of this characteristic ultrasound appearance of MALT lymphoma of the head and neck. METHODS The ultrasound examinations of 30 patients with histopathologically proven primary ML of the head and neck (15 cases of MALT) were reviewed. The ultrasound results of each case were independently compared to the results of the histopathological examination. RESULTS Two ultrasound patterns were observed for MALT lymphoma. The first was characterized by a marked hypoechoic area with interspersed linear echogenic strands (linear echogenic strands pattern), and the second was characterized by multiple, relatively large, hypoechoic segments (segmental pattern). Histopathologically, these patterns could be explained on the basis of the expansion of lymphoma cells demarcated by narrow or wide fibrous bands.
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Hanakawa H, Orita Y, Sato Y, Takeuchi M, Ohno K, Iwaki N, Ito T, Nishizaki K, Yoshino T. Cutting needle biopsy combined with immunohistochemical study of myeloperoxidase for the diagnosis of histiocytic necrotizing lymphadenitis. Acta Otolaryngol 2013; 133:1328-32. [PMID: 24245703 DOI: 10.3109/00016489.2013.824112] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
CONCLUSION Cutting needle biopsy (CNB) combined with immunohistochemical study of myeloperoxidase (MPO) is a useful minimally invasive diagnostic procedure for histiocytic necrotizing lymphadenitis (HNL). OBJECTIVES HNL is mainly diagnosed by pathological findings of open surgical biopsy (OSB) specimens. Recently the appearance of anti-MPO positive histiocytes has been reported as a highly specific pathological diagnosis for HNL. Considering the cosmetic impact and burden on the patients, we performed CNB combined with immunohistochemical study of MPO for the diagnosis of HNL. Few studies have reported the utility of this method in the diagnosis of HNL. METHODS A retrospective study was conducted using clinical data from 20 HNL patients. RESULTS CNB was performed in 8 patients and OSB in 13 (OSB after CNB in 1). MPO-positive histiocytes were observed in all of the 20 cases. The accuracy of the diagnoses was finally confirmed by the clinical courses in all cases.
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